Capstone Two Explorative Profiling Report

Dataset statistics

Number of variables	32
Number of observations	591
Missing cells	62
Missing cells (%)	0.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	519.8 KiB
Average record size in memory	900.7 B

Variable types

NUM	21
CAT	11

Reproduction

Analysis started	2020-08-15 04:57:22.648686
Analysis finished	2020-08-15 04:59:10.085534
Duration	1 minute and 47.44 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`count_of_testers` has a high cardinality: 131 distinct values	High cardinality
`count_of_offers` has a high cardinality: 55 distinct values	High cardinality
`Percent Asian` has a high cardinality: 61 distinct values	High cardinality
`Percent Black` has a high cardinality: 97 distinct values	High cardinality
`Percent Hispanic` has a high cardinality: 95 distinct values	High cardinality
`Percent Black / Hispanic` has a high cardinality: 88 distinct values	High cardinality
`Percent White` has a high cardinality: 74 distinct values	High cardinality
`Average Math Proficiency` is highly correlated with `Average ELA Proficiency` and 1 other fields	High correlation
`Average ELA Proficiency` is highly correlated with `Average Math Proficiency` and 1 other fields	High correlation
`Grade 7 ELA - All Students Tested` is highly correlated with `count_of_students_in_hs_admissions` and 1 other fields	High correlation
`count_of_students_in_hs_admissions` is highly correlated with `Grade 7 ELA - All Students Tested` and 1 other fields	High correlation
`Grade 7 Math - All Students Tested` is highly correlated with `count_of_students_in_hs_admissions` and 1 other fields	High correlation
`Grade 7 Math 4s - All Students` is highly correlated with `Grade 7 ELA 4s - All Students` and 1 other fields	High correlation
`Grade 7 ELA 4s - All Students` is highly correlated with `Grade 7 Math 4s - All Students` and 1 other fields	High correlation
`AvgMark` is highly correlated with `Average ELA Proficiency` and 1 other fields	High correlation
`AvgScore4` is highly correlated with `Grade 7 ELA 4s - All Students` and 1 other fields	High correlation
`PctScore4` is highly correlated with `PctScore4ELA` and 1 other fields	High correlation
`PctScore4ELA` is highly correlated with `PctScore4`	High correlation
`PctScore4Math` is highly correlated with `PctScore4`	High correlation
`PctScore4ELA` has 20 (3.4%) missing values	Missing
`PctScore4Math` has 21 (3.6%) missing values	Missing
`PctScore4` has 21 (3.6%) missing values	Missing
`feeder_school_dbn` has unique values	Unique
`feeder_school_name` has unique values	Unique
`Location Code` has unique values	Unique
`Average ELA Proficiency` has 6 (1.0%) zeros	Zeros
`Average Math Proficiency` has 6 (1.0%) zeros	Zeros
`Grade 7 ELA - All Students Tested` has 20 (3.4%) zeros	Zeros
`Grade 7 ELA 4s - All Students` has 89 (15.1%) zeros	Zeros
`Grade 7 Math - All Students Tested` has 21 (3.6%) zeros	Zeros
`Grade 7 Math 4s - All Students` has 139 (23.5%) zeros	Zeros
`NumTestTakers` has 55 (9.3%) zeros	Zeros
`NumSpecializedOffers` has 470 (79.5%) zeros	Zeros
`PctOffersByStudent` has 470 (79.5%) zeros	Zeros
`PerDidSHSAT` has 55 (9.3%) zeros	Zeros
`AvgMark` has 6 (1.0%) zeros	Zeros
`PctScore4ELA` has 69 (11.7%) zeros	Zeros
`PctScore4Math` has 118 (20.0%) zeros	Zeros
`AvgScore4` has 64 (10.8%) zeros	Zeros
`PctScore4` has 68 (11.5%) zeros	Zeros

feeder_school_dbn
Categorical

UNIQUE

Distinct count	591
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

04M171	1
31R007	1
84Q705	1
03M334	1
21K239	1
Other values (586)	586

Value	Count	Frequency (%)
04M171	1	0.2%
31R007	1	0.2%
84Q705	1	0.2%
03M334	1	0.2%
21K239	1	0.2%
84K742	1	0.2%
01M140	1	0.2%
15K839	1	0.2%
13K492	1	0.2%
03M165	1	0.2%
17K340	1	0.2%
21K098	1	0.2%
27Q047	1	0.2%
06M366	1	0.2%
14K050	1	0.2%
14K157	1	0.2%
13K266	1	0.2%
27Q309	1	0.2%
08X125	1	0.2%
21K288	1	0.2%
29Q289	1	0.2%
12X217	1	0.2%
08X101	1	0.2%
12X129	1	0.2%
27Q114	1	0.2%
Other values (566)	566	95.8%

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Overview of Unicode Properties

Unique unicode characters	15
Unique unicode categories (?)	2
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	466	13.1%
1	425	12.0%
0	418	11.8%
3	316	8.9%
4	315	8.9%
8	306	8.6%
7	202	5.7%
K	189	5.3%
5	174	4.9%
6	172	4.9%
9	161	4.5%
X	147	4.1%
M	126	3.6%
Q	112	3.2%
R	17	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2955	83.3%
Uppercase Letter	591	16.7%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	466	15.8%
1	425	14.4%
0	418	14.1%
3	316	10.7%
4	315	10.7%
8	306	10.4%
7	202	6.8%
5	174	5.9%
6	172	5.8%
9	161	5.4%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
K	189	32.0%
X	147	24.9%
M	126	21.3%
Q	112	19.0%
R	17	2.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	2955	83.3%
Latin	591	16.7%

Most frequent Common characters

Value	Count	Frequency (%)
2	466	15.8%
1	425	14.4%
0	418	14.1%
3	316	10.7%
4	315	10.7%
8	306	10.4%
7	202	6.8%
5	174	5.9%
6	172	5.8%
9	161	5.4%

Most frequent Latin characters

Value	Count	Frequency (%)
K	189	32.0%
X	147	24.9%
M	126	21.3%
Q	112	19.0%
R	17	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3546	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	466	13.1%
1	425	12.0%
0	418	11.8%
3	316	8.9%
4	315	8.9%
8	306	8.6%
7	202	5.7%
K	189	5.3%
5	174	4.9%
6	172	4.9%
9	161	4.5%
X	147	4.1%
M	126	3.6%
Q	112	3.2%
R	17	0.5%

feeder_school_name
Categorical

UNIQUE

Distinct count	591
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

M.S. 250 WEST SIDE COLLABORATIVE MIDDLE SCHOOL	1
M.S. 158 MARIE CURIE	1
SCHOOL OF THE FUTURE HIGH SCHOOL	1
EAGLE ACADEMY FOR YOUNG MEN III	1
SATELLITE EAST MIDDLE SCHOOL	1
Other values (586)	586

Value	Count	Frequency (%)
M.S. 250 WEST SIDE COLLABORATIVE MIDDLE SCHOOL	1	0.2%
M.S. 158 MARIE CURIE	1	0.2%
SCHOOL OF THE FUTURE HIGH SCHOOL	1	0.2%
EAGLE ACADEMY FOR YOUNG MEN III	1	0.2%
SATELLITE EAST MIDDLE SCHOOL	1	0.2%
EMOLIOR ACADEMY	1	0.2%
J.H.S. 202 ROBERT H. GODDARD	1	0.2%
P.S./M.S. 004 CROTONA PARK WEST	1	0.2%
ATMOSPHERE CHARTER SCHOOL	1	0.2%
DOCK STREET SCHOOL FOR STEAM STUDIES	1	0.2%
RONALD EDMONDS LEARNING CENTER II	1	0.2%
DR. RICHARD IZQUIERDO HEALTH AND SCIENCE CHARTER SCHOOL	1	0.2%
ACHIEVEMENT FIRST APOLLO CHARTER SCHOOL	1	0.2%
SCIENCE AND TECHNOLOGY ACADEMY: A MOTT HALL SCHOOL	1	0.2%
P.S. 184M SHUANG WEN	1	0.2%
FUTURE LEADERS INSTITUTE CHARTER SCHOOL	1	0.2%
BRONX WRITING ACADEMY	1	0.2%
J.H.S. 292 MARGARET S. DOUGLAS	1	0.2%
RIVERDALE AVENUE MIDDLE SCHOOL	1	0.2%
LEADERSHIP PREP CANARSIE CHARTER SCHOOL (LEADERSHIP PREP CS 4)	1	0.2%
P.S. 66	1	0.2%
J.H.S. 194 WILLIAM CARR	1	0.2%
OCEAN HILL COLLEGIATE CHARTER SCHOOL	1	0.2%
SUCCESS ACADEMY CHARTER SCHOOL - BRONX 1	1	0.2%
P.S. 096 JOSEPH LANZETTA	1	0.2%
Other values (566)	566	95.8%

Length

Max length	78
Median length	29
Mean length	30.51945854
Min length	5

Overview of Unicode Properties

Unique unicode characters	48
Unique unicode categories (?)	7
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
	2247	12.5%
E	1452	8.1%
O	1325	7.3%
A	1182	6.6%
S	1140	6.3%
R	1053	5.8%
L	959	5.3%
C	901	5.0%
H	836	4.6%
I	774	4.3%
N	719	4.0%
T	710	3.9%
.	705	3.9%
D	525	2.9%
M	482	2.7%
P	385	2.1%
Y	316	1.8%
G	246	1.4%
U	244	1.4%
B	193	1.1%
F	165	0.9%
1	146	0.8%
W	141	0.8%
2	139	0.8%
0	116	0.6%
Other values (23)	936	5.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	14145	78.4%
Space Separator	2247	12.5%
Other Punctuation	803	4.5%
Decimal Number	801	4.4%
Dash Punctuation	25	0.1%
Open Punctuation	8	< 0.1%
Close Punctuation	8	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
E	1452	10.3%
O	1325	9.4%
A	1182	8.4%
S	1140	8.1%
R	1053	7.4%
L	959	6.8%
C	901	6.4%
H	836	5.9%
I	774	5.5%
N	719	5.1%
T	710	5.0%
D	525	3.7%
M	482	3.4%
P	385	2.7%
Y	316	2.2%
G	246	1.7%
U	244	1.7%
B	193	1.4%
F	165	1.2%
W	141	1.0%
K	109	0.8%
J	97	0.7%
V	92	0.7%
X	63	0.4%
Q	18	0.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	705	87.8%
/	37	4.6%
,	22	2.7%
&	18	2.2%
:	10	1.2%
'	9	1.1%
\	1	0.1%
?	1	0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	2247	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	146	18.2%
2	139	17.4%
0	116	14.5%
3	80	10.0%
8	68	8.5%
4	61	7.6%
7	53	6.6%
5	50	6.2%
9	49	6.1%
6	39	4.9%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	25	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	8	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14145	78.4%
Common	3892	21.6%

Most frequent Latin characters

Value	Count	Frequency (%)
E	1452	10.3%
O	1325	9.4%
A	1182	8.4%
S	1140	8.1%
R	1053	7.4%
L	959	6.8%
C	901	6.4%
H	836	5.9%
I	774	5.5%
N	719	5.1%
T	710	5.0%
D	525	3.7%
M	482	3.4%
P	385	2.7%
Y	316	2.2%
G	246	1.7%
U	244	1.7%
B	193	1.4%
F	165	1.2%
W	141	1.0%
K	109	0.8%
J	97	0.7%
V	92	0.7%
X	63	0.4%
Q	18	0.1%

Most frequent Common characters

Value	Count	Frequency (%)
	2247	57.7%
.	705	18.1%
1	146	3.8%
2	139	3.6%
0	116	3.0%
3	80	2.1%
8	68	1.7%
4	61	1.6%
7	53	1.4%
5	50	1.3%
9	49	1.3%
6	39	1.0%
/	37	1.0%
-	25	0.6%
,	22	0.6%
&	18	0.5%
:	10	0.3%
'	9	0.2%
(	8	0.2%
)	8	0.2%
\	1	< 0.1%
?	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18037	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
	2247	12.5%
E	1452	8.1%
O	1325	7.3%
A	1182	6.6%
S	1140	6.3%
R	1053	5.8%
L	959	5.3%
C	901	5.0%
H	836	4.6%
I	774	4.3%
N	719	4.0%
T	710	3.9%
.	705	3.9%
D	525	2.9%
M	482	2.7%
P	385	2.1%
Y	316	1.8%
G	246	1.4%
U	244	1.4%
B	193	1.1%
F	165	0.9%
1	146	0.8%
W	141	0.8%
2	139	0.8%
0	116	0.6%
Other values (23)	936	5.2%

count_of_students_in_hs_admissions
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	220
Unique (%)	37.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	127.12013536379018
Minimum	9.0
Maximum	769.0
Zeros	0
Zeros (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	9
5-th percentile	32
Q1	63
median	88
Q3	132.5
95-th percentile	413.5
Maximum	769
Range	760
Interquartile range (IQR)	69.5

Descriptive statistics

Standard deviation	118.1216299
Coefficient of variation (CV)	0.9292125872
Kurtosis	6.876898316
Mean	127.1201354
Median Absolute Deviation (MAD)	30
Skewness	2.546870897
Sum	75128
Variance	13952.71944

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
87	11	1.9%
94	10	1.7%
102	9	1.5%
71	9	1.5%
78	9	1.5%
84	9	1.5%
76	8	1.4%
96	8	1.4%
56	8	1.4%
69	7	1.2%
82	7	1.2%
47	7	1.2%
50	7	1.2%
83	7	1.2%
63	7	1.2%
62	7	1.2%
88	7	1.2%
59	7	1.2%
51	7	1.2%
99	7	1.2%
85	6	1.0%
60	6	1.0%
55	6	1.0%
74	6	1.0%
77	6	1.0%
Other values (195)	403	68.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	2	0.3%
15	2	0.3%
16	2	0.3%
21	2	0.3%
22	3	0.5%
24	1	0.2%
25	1	0.2%
27	3	0.5%
28	1	0.2%
29	4	0.7%

Value	Count	Frequency (%)
769	1	0.2%
716	1	0.2%
684	1	0.2%
642	1	0.2%
640	1	0.2%
629	1	0.2%
581	1	0.2%
580	1	0.2%
562	1	0.2%
540	1	0.2%

count_of_testers
Categorical

HIGH CARDINALITY

Distinct count	131
Unique (%)	22.2%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

0-5	55
6	19
9	17
7	17
10	16
Other values (126)	467

Value	Count	Frequency (%)
0-5	55	9.3%
6	19	3.2%
9	17	2.9%
7	17	2.9%
10	16	2.7%
16	15	2.5%
15	15	2.5%
13	15	2.5%
24	15	2.5%
21	14	2.4%
8	14	2.4%
20	13	2.2%
12	13	2.2%
17	13	2.2%
29	13	2.2%
18	13	2.2%
35	12	2.0%
27	12	2.0%
11	12	2.0%
22	11	1.9%
42	10	1.7%
26	10	1.7%
23	10	1.7%
19	10	1.7%
14	7	1.2%
Other values (106)	220	37.2%

Length

Max length	3
Median length	2
Mean length	2.081218274
Min length	1

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	224	18.2%
2	176	14.3%
5	126	10.2%
3	126	10.2%
0	117	9.5%
6	93	7.6%
4	92	7.5%
7	87	7.1%
9	75	6.1%
8	59	4.8%
-	55	4.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1175	95.5%
Dash Punctuation	55	4.5%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	224	19.1%
2	176	15.0%
5	126	10.7%
3	126	10.7%
0	117	10.0%
6	93	7.9%
4	92	7.8%
7	87	7.4%
9	75	6.4%
8	59	5.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	55	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1230	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	224	18.2%
2	176	14.3%
5	126	10.2%
3	126	10.2%
0	117	9.5%
6	93	7.6%
4	92	7.5%
7	87	7.1%
9	75	6.1%
8	59	4.8%
-	55	4.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1230	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	224	18.2%
2	176	14.3%
5	126	10.2%
3	126	10.2%
0	117	9.5%
6	93	7.6%
4	92	7.5%
7	87	7.1%
9	75	6.1%
8	59	4.8%
-	55	4.5%

count_of_offers
Categorical

HIGH CARDINALITY

Distinct count	55
Unique (%)	9.3%
Missing	0
Missing (%)	0.0%
Memory size	9.2 KiB

0-5	470
7	14
9	9
8	8
6	7
Other values (50)	83

Value	Count	Frequency (%)
0-5	470	79.5%
7	14	2.4%
9	9	1.5%
8	8	1.4%
6	7	1.2%
27	5	0.8%
14	4	0.7%
17	4	0.7%
26	4	0.7%
19	4	0.7%
23	4	0.7%
20	3	0.5%
11	3	0.5%
53	3	0.5%
13	2	0.3%
18	2	0.3%
46	2	0.3%
22	2	0.3%
15	2	0.3%
21	2	0.3%
29	2	0.3%
95	2	0.3%
30	1	0.2%
75	1	0.2%
10	1	0.2%
Other values (30)	30	5.1%

Length

Max length	3
Median length	3
Mean length	2.742808799
Min length	1

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
5	486	30.0%
0	481	29.7%
-	470	29.0%
1	38	2.3%
2	33	2.0%
7	29	1.8%
9	23	1.4%
3	17	1.0%
6	16	1.0%
8	15	0.9%
4	13	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1151	71.0%
Dash Punctuation	470	29.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
5	486	42.2%
0	481	41.8%
1	38	3.3%
2	33	2.9%
7	29	2.5%
9	23	2.0%
3	17	1.5%
6	16	1.4%
8	15	1.3%
4	13	1.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	470	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1621	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
5	486	30.0%
0	481	29.7%
-	470	29.0%
1	38	2.3%
2	33	2.0%
7	29	1.8%
9	23	1.4%
3	17	1.0%
6	16	1.0%
8	15	0.9%
4	13	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1621	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
5	486	30.0%
0	481	29.7%
-	470	29.0%
1	38	2.3%
2	33	2.0%
7	29	1.8%
9	23	1.4%
3	17	1.0%
6	16	1.0%
8	15	0.9%
4	13	0.8%

Location Code
Categorical

UNIQUE

Distinct count	591
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

04M171	1
31R007	1
84Q705	1
03M334	1
21K239	1
Other values (586)	586

Value	Count	Frequency (%)
04M171	1	0.2%
31R007	1	0.2%
84Q705	1	0.2%
03M334	1	0.2%
21K239	1	0.2%
84K742	1	0.2%
01M140	1	0.2%
15K839	1	0.2%
13K492	1	0.2%
03M165	1	0.2%
17K340	1	0.2%
21K098	1	0.2%
27Q047	1	0.2%
06M366	1	0.2%
14K050	1	0.2%
14K157	1	0.2%
13K266	1	0.2%
27Q309	1	0.2%
08X125	1	0.2%
21K288	1	0.2%
29Q289	1	0.2%
12X217	1	0.2%
08X101	1	0.2%
12X129	1	0.2%
27Q114	1	0.2%
Other values (566)	566	95.8%

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Overview of Unicode Properties

Unique unicode characters	15
Unique unicode categories (?)	2
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	466	13.1%
1	425	12.0%
0	418	11.8%
3	316	8.9%
4	315	8.9%
8	306	8.6%
7	202	5.7%
K	189	5.3%
5	174	4.9%
6	172	4.9%
9	161	4.5%
X	147	4.1%
M	126	3.6%
Q	112	3.2%
R	17	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2955	83.3%
Uppercase Letter	591	16.7%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	466	15.8%
1	425	14.4%
0	418	14.1%
3	316	10.7%
4	315	10.7%
8	306	10.4%
7	202	6.8%
5	174	5.9%
6	172	5.8%
9	161	5.4%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
K	189	32.0%
X	147	24.9%
M	126	21.3%
Q	112	19.0%
R	17	2.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	2955	83.3%
Latin	591	16.7%

Most frequent Common characters

Value	Count	Frequency (%)
2	466	15.8%
1	425	14.4%
0	418	14.1%
3	316	10.7%
4	315	10.7%
8	306	10.4%
7	202	6.8%
5	174	5.9%
6	172	5.8%
9	161	5.4%

Most frequent Latin characters

Value	Count	Frequency (%)
K	189	32.0%
X	147	24.9%
M	126	21.3%
Q	112	19.0%
R	17	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3546	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	466	13.1%
1	425	12.0%
0	418	11.8%
3	316	8.9%
4	315	8.9%
8	306	8.6%
7	202	5.7%
K	189	5.3%
5	174	4.9%
6	172	4.9%
9	161	4.5%
X	147	4.1%
M	126	3.6%
Q	112	3.2%
R	17	0.5%

District
Real number (ℝ_≥0)

Distinct count	32
Unique (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.323181049069374
Minimum	1
Maximum	32
Zeros	0
Zeros (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	14
Q3	23
95-th percentile	30
Maximum	32
Range	31
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.172108829
Coefficient of variation (CV)	0.5985773319
Kurtosis	-1.19926557
Mean	15.32318105
Median Absolute Deviation (MAD)	8
Skewness	0.2257198947
Sum	9056
Variance	84.12758037

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	32	5.4%
10	29	4.9%
11	26	4.4%
6	24	4.1%
27	24	4.1%
23	24	4.1%
3	24	4.1%
2	23	3.9%
5	22	3.7%
4	21	3.6%
12	21	3.6%
30	20	3.4%
8	20	3.4%
17	20	3.4%
7	19	3.2%
13	19	3.2%
19	19	3.2%
31	17	2.9%
21	17	2.9%
29	17	2.9%
15	16	2.7%
24	16	2.7%
20	15	2.5%
18	14	2.4%
25	14	2.4%
Other values (7)	78	13.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	12	2.0%
2	23	3.9%
3	24	4.1%
4	21	3.6%
5	22	3.7%
6	24	4.1%
7	19	3.2%
8	20	3.4%
9	32	5.4%
10	29	4.9%

Value	Count	Frequency (%)
32	12	2.0%
31	17	2.9%
30	20	3.4%
29	17	2.9%
28	13	2.2%
27	24	4.1%
26	8	1.4%
25	14	2.4%
24	16	2.7%
23	24	4.1%

Latitude
Real number (ℝ_≥0)

Distinct count	504
Unique (%)	85.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.74058076818952
Minimum	40.507803
Maximum	40.899321
Zeros	0
Zeros (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	40.507803
5-th percentile	40.601174
Q1	40.672226
median	40.735735
Q3	40.821218
95-th percentile	40.864049
Maximum	40.899321
Range	0.391518
Interquartile range (IQR)	0.148992

Descriptive statistics

Standard deviation	0.08654233741
Coefficient of variation (CV)	0.00212422935
Kurtosis	-1.115834578
Mean	40.74058077
Median Absolute Deviation (MAD)	0.075119
Skewness	-0.116202987
Sum	24077.68323
Variance	0.007489576164

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
40.696913	3	0.5%
40.839408	3	0.5%
40.678113	3	0.5%
40.791685	3	0.5%
40.86206	3	0.5%
40.856635	3	0.5%
40.822084	3	0.5%
40.676982	3	0.5%
40.86082	3	0.5%
40.886043	3	0.5%
40.817282	2	0.3%
40.700818	2	0.3%
40.655763	2	0.3%
40.84385	2	0.3%
40.802678	2	0.3%
40.859506	2	0.3%
40.832278	2	0.3%
40.724191	2	0.3%
40.815971	2	0.3%
40.664858	2	0.3%
40.672706	2	0.3%
40.845031	2	0.3%
40.813507	2	0.3%
40.749539	2	0.3%
40.675061	2	0.3%
Other values (479)	531	89.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40.507803	1	0.2%
40.52409	1	0.2%
40.544369	1	0.2%
40.545793	1	0.2%
40.57427	1	0.2%
40.577094	1	0.2%
40.578277	1	0.2%
40.57866	1	0.2%
40.579602	1	0.2%
40.57981	1	0.2%

Value	Count	Frequency (%)
40.899321	1	0.2%
40.887701	1	0.2%
40.886043	3	0.5%
40.885328	1	0.2%
40.883064	1	0.2%
40.883022	1	0.2%
40.880634	2	0.3%
40.87984	1	0.2%
40.87956	1	0.2%
40.877179	1	0.2%

Longitude
Real number (ℝ)

Distinct count	502
Unique (%)	84.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-73.91621322842641
Minimum	-74.24322099999999
Maximum	-73.713022
Zeros	0
Zeros (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	-74.243221
5-th percentile	-74.0044105
Q1	-73.95408
median	-73.920032
Q3	-73.8847405
95-th percentile	-73.77958
Maximum	-73.713022
Range	0.530199
Interquartile range (IQR)	0.0693395

Descriptive statistics

Standard deviation	0.07288724708
Coefficient of variation (CV)	-0.0009860792903
Kurtosis	2.281007412
Mean	-73.91621323
Median Absolute Deviation (MAD)	0.034868
Skewness	-0.2317734609
Sum	-43684.48202
Variance	0.005312550787

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-73.930066	3	0.5%
-73.840576	3	0.5%
-73.786396	3	0.5%
-73.883838	3	0.5%
-73.915211	3	0.5%
-73.97077	3	0.5%
-73.864588	3	0.5%
-73.935772	3	0.5%
-73.894038	3	0.5%
-73.843042	3	0.5%
-73.945808	2	0.3%
-73.925999	2	0.3%
-73.908447	2	0.3%
-73.978085	2	0.3%
-73.944457	2	0.3%
-73.96595	2	0.3%
-73.789689	2	0.3%
-73.857976	2	0.3%
-73.932378	2	0.3%
-73.977376	2	0.3%
-73.947238	2	0.3%
-73.942119	2	0.3%
-73.860062	2	0.3%
-73.951462	2	0.3%
-73.939323	2	0.3%
Other values (477)	531	89.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-74.243221	1	0.2%
-74.197201	1	0.2%
-74.186183	1	0.2%
-74.179723	1	0.2%
-74.164432	1	0.2%
-74.15936	1	0.2%
-74.158532	1	0.2%
-74.145561	1	0.2%
-74.145295	1	0.2%
-74.137071	1	0.2%

Value	Count	Frequency (%)
-73.713022	1	0.2%
-73.727581	1	0.2%
-73.728385	1	0.2%
-73.731394	1	0.2%
-73.734426	1	0.2%
-73.734434	1	0.2%
-73.736741	1	0.2%
-73.740151	1	0.2%
-73.743438	1	0.2%
-73.746572	1	0.2%

Percent ELL
Categorical

Distinct count	47
Unique (%)	8.0%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

1%	48
2%	46
3%	43
4%	37
7%	34
Other values (42)	383

Value	Count	Frequency (%)
1%	48	8.1%
2%	46	7.8%
3%	43	7.3%
4%	37	6.3%
7%	34	5.8%
6%	31	5.2%
5%	30	5.1%
8%	27	4.6%
11%	27	4.6%
9%	25	4.2%
0%	25	4.2%
10%	20	3.4%
19%	16	2.7%
14%	14	2.4%
15%	14	2.4%
12%	14	2.4%
18%	13	2.2%
13%	13	2.2%
17%	12	2.0%
16%	12	2.0%
21%	9	1.5%
31%	9	1.5%
22%	8	1.4%
27%	6	1.0%
20%	6	1.0%
Other values (22)	52	8.8%

Length

Max length	3
Median length	2
Mean length	2.414551607
Min length	2

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
%	591	41.4%
1	254	17.8%
2	123	8.6%
3	91	6.4%
4	66	4.6%
0	54	3.8%
7	53	3.7%
6	53	3.7%
5	51	3.6%
9	48	3.4%
8	43	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	836	58.6%
Other Punctuation	591	41.4%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	254	30.4%
2	123	14.7%
3	91	10.9%
4	66	7.9%
0	54	6.5%
7	53	6.3%
6	53	6.3%
5	51	6.1%
9	48	5.7%
8	43	5.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
%	591	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1427	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
%	591	41.4%
1	254	17.8%
2	123	8.6%
3	91	6.4%
4	66	4.6%
0	54	3.8%
7	53	3.7%
6	53	3.7%
5	51	3.6%
9	48	3.4%
8	43	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1427	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
%	591	41.4%
1	254	17.8%
2	123	8.6%
3	91	6.4%
4	66	4.6%
0	54	3.8%
7	53	3.7%
6	53	3.7%
5	51	3.6%
9	48	3.4%
8	43	3.0%

Percent Asian
Categorical

HIGH CARDINALITY

Distinct count	61
Unique (%)	10.3%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

1%	134
2%	74
0%	71
3%	42
4%	30
Other values (56)	240

Value	Count	Frequency (%)
1%	134	22.7%
2%	74	12.5%
0%	71	12.0%
3%	42	7.1%
4%	30	5.1%
5%	27	4.6%
6%	17	2.9%
7%	16	2.7%
8%	10	1.7%
9%	9	1.5%
11%	9	1.5%
18%	8	1.4%
12%	7	1.2%
10%	7	1.2%
29%	6	1.0%
14%	6	1.0%
15%	6	1.0%
17%	6	1.0%
33%	6	1.0%
23%	6	1.0%
20%	5	0.8%
28%	5	0.8%
27%	5	0.8%
21%	5	0.8%
16%	4	0.7%
Other values (36)	70	11.8%

Length

Max length	3
Median length	2
Mean length	2.272419628
Min length	2

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
%	591	44.0%
1	212	15.8%
2	130	9.7%
0	92	6.9%
3	82	6.1%
4	65	4.8%
5	47	3.5%
7	37	2.8%
6	36	2.7%
8	27	2.0%
9	24	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	752	56.0%
Other Punctuation	591	44.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	212	28.2%
2	130	17.3%
0	92	12.2%
3	82	10.9%
4	65	8.6%
5	47	6.2%
7	37	4.9%
6	36	4.8%
8	27	3.6%
9	24	3.2%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
%	591	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1343	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
%	591	44.0%
1	212	15.8%
2	130	9.7%
0	92	6.9%
3	82	6.1%
4	65	4.8%
5	47	3.5%
7	37	2.8%
6	36	2.7%
8	27	2.0%
9	24	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1343	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
%	591	44.0%
1	212	15.8%
2	130	9.7%
0	92	6.9%
3	82	6.1%
4	65	4.8%
5	47	3.5%
7	37	2.8%
6	36	2.7%
8	27	2.0%
9	24	1.8%

Percent Black
Categorical

HIGH CARDINALITY

Distinct count	97
Unique (%)	16.4%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

1%	27
3%	24
4%	15
2%	14
25%	14
Other values (92)	497

Value	Count	Frequency (%)
1%	27	4.6%
3%	24	4.1%
4%	15	2.5%
2%	14	2.4%
25%	14	2.4%
26%	13	2.2%
40%	12	2.0%
11%	11	1.9%
7%	11	1.9%
10%	11	1.9%
6%	11	1.9%
8%	11	1.9%
13%	10	1.7%
21%	10	1.7%
12%	10	1.7%
18%	10	1.7%
22%	10	1.7%
5%	10	1.7%
17%	9	1.5%
28%	9	1.5%
84%	9	1.5%
9%	9	1.5%
30%	9	1.5%
35%	9	1.5%
27%	9	1.5%
Other values (72)	294	49.7%

Length

Max length	3
Median length	3
Mean length	2.766497462
Min length	2

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
%	591	36.1%
1	157	9.6%
2	154	9.4%
3	117	7.2%
8	112	6.9%
5	102	6.2%
6	99	6.1%
4	94	5.7%
7	87	5.3%
0	64	3.9%
9	58	3.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1044	63.9%
Other Punctuation	591	36.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	157	15.0%
2	154	14.8%
3	117	11.2%
8	112	10.7%
5	102	9.8%
6	99	9.5%
4	94	9.0%
7	87	8.3%
0	64	6.1%
9	58	5.6%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
%	591	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1635	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
%	591	36.1%
1	157	9.6%
2	154	9.4%
3	117	7.2%
8	112	6.9%
5	102	6.2%
6	99	6.1%
4	94	5.7%
7	87	5.3%
0	64	3.9%
9	58	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1635	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
%	591	36.1%
1	157	9.6%
2	154	9.4%
3	117	7.2%
8	112	6.9%
5	102	6.2%
6	99	6.1%
4	94	5.7%
7	87	5.3%
0	64	3.9%
9	58	3.5%

Percent Hispanic
Categorical

HIGH CARDINALITY

Distinct count	95
Unique (%)	16.1%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

11%	16
14%	13
12%	13
33%	13
67%	12
Other values (90)	524

Value	Count	Frequency (%)
11%	16	2.7%
14%	13	2.2%
12%	13	2.2%
33%	13	2.2%
67%	12	2.0%
16%	11	1.9%
28%	11	1.9%
18%	11	1.9%
29%	11	1.9%
72%	11	1.9%
15%	11	1.9%
23%	10	1.7%
10%	10	1.7%
32%	10	1.7%
63%	10	1.7%
31%	10	1.7%
19%	10	1.7%
13%	9	1.5%
77%	9	1.5%
9%	9	1.5%
27%	9	1.5%
24%	9	1.5%
21%	9	1.5%
25%	8	1.4%
85%	8	1.4%
Other values (70)	328	55.5%

Length

Max length	4
Median length	3
Mean length	2.918781726
Min length	2

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
%	591	34.3%
1	172	10.0%
2	153	8.9%
3	138	8.0%
6	123	7.1%
7	113	6.6%
5	110	6.4%
4	105	6.1%
8	90	5.2%
9	83	4.8%
0	47	2.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1134	65.7%
Other Punctuation	591	34.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	172	15.2%
2	153	13.5%
3	138	12.2%
6	123	10.8%
7	113	10.0%
5	110	9.7%
4	105	9.3%
8	90	7.9%
9	83	7.3%
0	47	4.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
%	591	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1725	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
%	591	34.3%
1	172	10.0%
2	153	8.9%
3	138	8.0%
6	123	7.1%
7	113	6.6%
5	110	6.4%
4	105	6.1%
8	90	5.2%
9	83	4.8%
0	47	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1725	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
%	591	34.3%
1	172	10.0%
2	153	8.9%
3	138	8.0%
6	123	7.1%
7	113	6.6%
5	110	6.4%
4	105	6.1%
8	90	5.2%
9	83	4.8%
0	47	2.7%

Percent Black / Hispanic
Categorical

HIGH CARDINALITY

Distinct count	88
Unique (%)	14.9%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

98%	70
97%	61
96%	50
95%	43
94%	30
Other values (83)	337

Value	Count	Frequency (%)
98%	70	11.8%
97%	61	10.3%
96%	50	8.5%
95%	43	7.3%
94%	30	5.1%
99%	21	3.6%
93%	18	3.0%
92%	16	2.7%
91%	15	2.5%
87%	11	1.9%
90%	10	1.7%
66%	8	1.4%
27%	7	1.2%
40%	7	1.2%
78%	6	1.0%
83%	6	1.0%
63%	6	1.0%
61%	6	1.0%
13%	6	1.0%
89%	6	1.0%
29%	6	1.0%
79%	5	0.8%
32%	5	0.8%
28%	5	0.8%
31%	5	0.8%
Other values (63)	162	27.4%

Length

Max length	4
Median length	3
Mean length	3.001692047
Min length	2

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
%	591	33.3%
9	378	21.3%
8	141	7.9%
7	132	7.4%
6	109	6.1%
5	93	5.2%
3	77	4.3%
4	77	4.3%
1	73	4.1%
2	66	3.7%
0	37	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1183	66.7%
Other Punctuation	591	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
9	378	32.0%
8	141	11.9%
7	132	11.2%
6	109	9.2%
5	93	7.9%
3	77	6.5%
4	77	6.5%
1	73	6.2%
2	66	5.6%
0	37	3.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
%	591	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1774	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
%	591	33.3%
9	378	21.3%
8	141	7.9%
7	132	7.4%
6	109	6.1%
5	93	5.2%
3	77	4.3%
4	77	4.3%
1	73	4.1%
2	66	3.7%
0	37	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1774	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
%	591	33.3%
9	378	21.3%
8	141	7.9%
7	132	7.4%
6	109	6.1%
5	93	5.2%
3	77	4.3%
4	77	4.3%
1	73	4.1%
2	66	3.7%
0	37	2.1%

Percent White
Categorical

HIGH CARDINALITY

Distinct count	74
Unique (%)	12.5%
Missing	0
Missing (%)	0.0%
Memory size	29.2 KiB

1%	182
2%	71
0%	62
3%	41
4%	25
Other values (69)	210

Value	Count	Frequency (%)
1%	182	30.8%
2%	71	12.0%
0%	62	10.5%
3%	41	6.9%
4%	25	4.2%
5%	10	1.7%
7%	8	1.4%
27%	7	1.2%
16%	7	1.2%
8%	7	1.2%
6%	6	1.0%
20%	6	1.0%
42%	6	1.0%
13%	6	1.0%
12%	6	1.0%
10%	6	1.0%
11%	5	0.8%
9%	5	0.8%
18%	5	0.8%
39%	5	0.8%
32%	5	0.8%
14%	5	0.8%
23%	4	0.7%
38%	4	0.7%
36%	4	0.7%
Other values (49)	93	15.7%

Length

Max length	3
Median length	2
Mean length	2.294416244
Min length	2

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
%	591	43.6%
1	246	18.1%
2	127	9.4%
3	94	6.9%
0	81	6.0%
4	62	4.6%
5	42	3.1%
6	37	2.7%
7	30	2.2%
8	27	2.0%
9	19	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	765	56.4%
Other Punctuation	591	43.6%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	246	32.2%
2	127	16.6%
3	94	12.3%
0	81	10.6%
4	62	8.1%
5	42	5.5%
6	37	4.8%
7	30	3.9%
8	27	3.5%
9	19	2.5%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
%	591	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1356	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
%	591	43.6%
1	246	18.1%
2	127	9.4%
3	94	6.9%
0	81	6.0%
4	62	4.6%
5	42	3.1%
6	37	2.7%
7	30	2.2%
8	27	2.0%
9	19	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1356	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
%	591	43.6%
1	246	18.1%
2	127	9.4%
3	94	6.9%
0	81	6.0%
4	62	4.6%
5	42	3.1%
6	37	2.7%
7	30	2.2%
8	27	2.0%
9	19	1.4%

Average ELA Proficiency
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	150
Unique (%)	25.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.5174111675126905
Minimum	0.0
Maximum	3.93
Zeros	6
Zeros (%)	1.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2.085
Q1	2.26
median	2.46
Q3	2.73
95-th percentile	3.255
Maximum	3.93
Range	3.93
Interquartile range (IQR)	0.47

Descriptive statistics

Standard deviation	0.4532805826
Coefficient of variation (CV)	0.1800582235
Kurtosis	8.781746706
Mean	2.517411168
Median Absolute Deviation (MAD)	0.23
Skewness	-1.040948877
Sum	1487.79
Variance	0.2054632866

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.27	17	2.9%
2.32	12	2.0%
2.24	11	1.9%
2.37	10	1.7%
2.48	10	1.7%
2.26	10	1.7%
2.23	10	1.7%
2.64	10	1.7%
2.43	9	1.5%
2.38	9	1.5%
2.36	9	1.5%
2.16	9	1.5%
2.47	9	1.5%
2.14	8	1.4%
2.46	8	1.4%
2.19	8	1.4%
2.31	8	1.4%
2.49	8	1.4%
2.17	8	1.4%
2.41	8	1.4%
2.15	7	1.2%
2.45	7	1.2%
2.21	7	1.2%
2.51	7	1.2%
2.3	7	1.2%
Other values (125)	365	61.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	1.0%
1.81	1	0.2%
1.9	1	0.2%
1.91	1	0.2%
1.96	1	0.2%
1.97	1	0.2%
1.98	2	0.3%
2	1	0.2%
2.03	1	0.2%
2.04	3	0.5%

Value	Count	Frequency (%)
3.93	1	0.2%
3.91	1	0.2%
3.83	2	0.3%
3.75	1	0.2%
3.73	1	0.2%
3.7	1	0.2%
3.67	1	0.2%
3.66	1	0.2%
3.64	1	0.2%
3.62	1	0.2%

Average Math Proficiency
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	179
Unique (%)	30.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.5983248730964466
Minimum	0.0
Maximum	4.19
Zeros	6
Zeros (%)	1.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1.98
Q1	2.22
median	2.53
Q3	2.94
95-th percentile	3.58
Maximum	4.19
Range	4.19
Interquartile range (IQR)	0.72

Descriptive statistics

Standard deviation	0.5530578197
Coefficient of variation (CV)	0.212851682
Kurtosis	3.958461016
Mean	2.598324873
Median Absolute Deviation (MAD)	0.35
Skewness	-0.4219935105
Sum	1535.61
Variance	0.3058729519

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.15	11	1.9%
2.13	10	1.7%
2.22	9	1.5%
2.31	8	1.4%
2.3	8	1.4%
2.17	8	1.4%
1.98	7	1.2%
2.32	7	1.2%
2.2	7	1.2%
2.44	7	1.2%
2.53	7	1.2%
2.29	7	1.2%
2.54	7	1.2%
2.27	7	1.2%
2.19	6	1.0%
2.03	6	1.0%
2.07	6	1.0%
2.98	6	1.0%
2.1	6	1.0%
2.33	6	1.0%
1.97	6	1.0%
0	6	1.0%
2.88	6	1.0%
2.36	6	1.0%
2.47	6	1.0%
Other values (154)	415	70.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	1.0%
1.89	2	0.3%
1.91	2	0.3%
1.92	2	0.3%
1.94	1	0.2%
1.95	4	0.7%
1.96	1	0.2%
1.97	6	1.0%
1.98	7	1.2%
1.99	5	0.8%

Value	Count	Frequency (%)
4.19	1	0.2%
4.15	1	0.2%
4.07	1	0.2%
4.03	1	0.2%
3.99	1	0.2%
3.97	1	0.2%
3.95	1	0.2%
3.94	2	0.3%
3.92	1	0.2%
3.91	1	0.2%

Grade 7 ELA - All Students Tested
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	213
Unique (%)	36.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	114.35194585448393
Minimum	0
Maximum	698
Zeros	20
Zeros (%)	3.4%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	21.5
Q1	53.5
median	80
Q3	119
95-th percentile	376
Maximum	698
Range	698
Interquartile range (IQR)	65.5

Descriptive statistics

Standard deviation	112.5617932
Coefficient of variation (CV)	0.9843452363
Kurtosis	6.705131956
Mean	114.3519459
Median Absolute Deviation (MAD)	31
Skewness	2.482817754
Sum	67582
Variance	12670.15728

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	20	3.4%
83	13	2.2%
90	12	2.0%
75	9	1.5%
72	9	1.5%
78	9	1.5%
80	9	1.5%
86	8	1.4%
55	8	1.4%
56	8	1.4%
50	8	1.4%
102	8	1.4%
66	8	1.4%
73	7	1.2%
41	7	1.2%
52	7	1.2%
49	6	1.0%
68	6	1.0%
71	6	1.0%
64	6	1.0%
91	6	1.0%
48	6	1.0%
44	6	1.0%
101	6	1.0%
43	6	1.0%
Other values (188)	387	65.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20	3.4%
8	1	0.2%
10	1	0.2%
11	1	0.2%
12	1	0.2%
14	1	0.2%
16	3	0.5%
20	1	0.2%
21	1	0.2%
22	1	0.2%

Value	Count	Frequency (%)
698	1	0.2%
679	1	0.2%
644	1	0.2%
640	1	0.2%
634	1	0.2%
571	1	0.2%
554	1	0.2%
545	1	0.2%
502	1	0.2%
499	2	0.3%

Grade 7 ELA 4s - All Students
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	80
Unique (%)	13.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.064297800338409
Minimum	0
Maximum	238
Zeros	89
Zeros (%)	15.1%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	13
95-th percentile	72.5
Maximum	238
Range	238
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	28.14482993
Coefficient of variation (CV)	2.001154294
Kurtosis	19.93488605
Mean	14.0642978
Median Absolute Deviation (MAD)	3
Skewness	3.980651071
Sum	8312
Variance	792.131452

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	89	15.1%
2	77	13.0%
1	76	12.9%
3	40	6.8%
5	31	5.2%
4	30	5.1%
7	26	4.4%
6	20	3.4%
9	16	2.7%
18	10	1.7%
10	10	1.7%
8	10	1.7%
11	9	1.5%
15	9	1.5%
19	8	1.4%
13	8	1.4%
32	7	1.2%
20	7	1.2%
12	6	1.0%
16	6	1.0%
22	6	1.0%
50	4	0.7%
24	4	0.7%
33	4	0.7%
17	4	0.7%
Other values (55)	74	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	89	15.1%
1	76	12.9%
2	77	13.0%
3	40	6.8%
4	30	5.1%
5	31	5.2%
6	20	3.4%
7	26	4.4%
8	10	1.7%
9	16	2.7%

Value	Count	Frequency (%)
238	1	0.2%
226	1	0.2%
186	1	0.2%
175	1	0.2%
157	1	0.2%
149	1	0.2%
143	1	0.2%
135	1	0.2%
127	1	0.2%
114	1	0.2%

Grade 7 Math - All Students Tested
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	219
Unique (%)	37.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	115.6751269035533
Minimum	0
Maximum	715
Zeros	21
Zeros (%)	3.6%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	20
Q1	53.5
median	81
Q3	121.5
95-th percentile	378.5
Maximum	715
Range	715
Interquartile range (IQR)	68

Descriptive statistics

Standard deviation	114.792928
Coefficient of variation (CV)	0.9923734777
Kurtosis	6.943156221
Mean	115.6751269
Median Absolute Deviation (MAD)	31
Skewness	2.5105576
Sum	68364
Variance	13177.41631

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	21	3.6%
78	12	2.0%
50	9	1.5%
55	9	1.5%
72	9	1.5%
53	8	1.4%
81	8	1.4%
90	8	1.4%
86	8	1.4%
46	8	1.4%
69	8	1.4%
43	7	1.2%
57	7	1.2%
102	7	1.2%
73	7	1.2%
38	7	1.2%
89	7	1.2%
85	6	1.0%
62	6	1.0%
67	6	1.0%
64	6	1.0%
70	6	1.0%
52	6	1.0%
74	6	1.0%
77	6	1.0%
Other values (194)	393	66.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21	3.6%
8	1	0.2%
10	1	0.2%
11	2	0.3%
14	1	0.2%
16	2	0.3%
17	1	0.2%
20	2	0.3%
22	2	0.3%
23	1	0.2%

Value	Count	Frequency (%)
715	1	0.2%
711	1	0.2%
662	1	0.2%
655	1	0.2%
649	1	0.2%
579	1	0.2%
571	1	0.2%
553	1	0.2%
525	1	0.2%
509	2	0.3%

Grade 7 Math 4s - All Students
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	96
Unique (%)	16.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.41285956006768
Minimum	0
Maximum	304
Zeros	139
Zeros (%)	23.5%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	16
95-th percentile	93.5
Maximum	304
Range	304
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	38.92516206
Coefficient of variation (CV)	2.114020472
Kurtosis	17.76556775
Mean	18.41285956
Median Absolute Deviation (MAD)	4
Skewness	3.837485173
Sum	10882
Variance	1515.168241

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	139	23.5%
1	66	11.2%
2	54	9.1%
3	30	5.1%
4	22	3.7%
6	19	3.2%
5	17	2.9%
7	16	2.7%
9	15	2.5%
8	14	2.4%
15	13	2.2%
11	10	1.7%
12	9	1.5%
10	8	1.4%
21	7	1.2%
22	6	1.0%
19	6	1.0%
14	6	1.0%
20	6	1.0%
17	5	0.8%
44	5	0.8%
16	4	0.7%
13	4	0.7%
23	4	0.7%
37	4	0.7%
Other values (71)	102	17.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	139	23.5%
1	66	11.2%
2	54	9.1%
3	30	5.1%
4	22	3.7%
5	17	2.9%
6	19	3.2%
7	16	2.7%
8	14	2.4%
9	15	2.5%

Value	Count	Frequency (%)
304	1	0.2%
303	1	0.2%
263	1	0.2%
214	1	0.2%
213	1	0.2%
205	1	0.2%
198	1	0.2%
188	1	0.2%
180	1	0.2%
170	1	0.2%

NumTestTakers
Real number (ℝ_≥0)

ZEROS

Distinct count	131
Unique (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	42.87478849407783
Minimum	0.0
Maximum	394.0
Zeros	55
Zeros (%)	9.3%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	23
Q3	42.5
95-th percentile	171.5
Maximum	394
Range	394
Interquartile range (IQR)	31.5

Descriptive statistics

Standard deviation	59.87173769
Coefficient of variation (CV)	1.396432257
Kurtosis	10.01898265
Mean	42.87478849
Median Absolute Deviation (MAD)	14
Skewness	2.981148077
Sum	25339
Variance	3584.624973

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	55	9.3%
6	19	3.2%
7	17	2.9%
9	17	2.9%
10	16	2.7%
24	15	2.5%
13	15	2.5%
16	15	2.5%
15	15	2.5%
21	14	2.4%
8	14	2.4%
29	13	2.2%
18	13	2.2%
12	13	2.2%
17	13	2.2%
20	13	2.2%
27	12	2.0%
11	12	2.0%
35	12	2.0%
22	11	1.9%
19	10	1.7%
23	10	1.7%
26	10	1.7%
42	10	1.7%
38	7	1.2%
Other values (106)	220	37.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	55	9.3%
6	19	3.2%
7	17	2.9%
8	14	2.4%
9	17	2.9%
10	16	2.7%
11	12	2.0%
12	13	2.2%
13	15	2.5%
14	7	1.2%

Value	Count	Frequency (%)
394	1	0.2%
372	1	0.2%
370	1	0.2%
338	1	0.2%
336	1	0.2%
309	1	0.2%
304	1	0.2%
280	1	0.2%
272	1	0.2%
270	1	0.2%

NumSpecializedOffers
Real number (ℝ_≥0)

ZEROS

Distinct count	55
Unique (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.798646362098139
Minimum	0.0
Maximum	205.0
Zeros	470
Zeros (%)	79.5%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	46
Maximum	205
Range	205
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	21.41744256
Coefficient of variation (CV)	3.150251008
Kurtosis	31.35400083
Mean	6.798646362
Median Absolute Deviation (MAD)	0
Skewness	5.00244774
Sum	4018
Variance	458.7068456

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	470	79.5%
7	14	2.4%
9	9	1.5%
8	8	1.4%
6	7	1.2%
27	5	0.8%
26	4	0.7%
23	4	0.7%
14	4	0.7%
19	4	0.7%
17	4	0.7%
53	3	0.5%
20	3	0.5%
11	3	0.5%
46	2	0.3%
15	2	0.3%
22	2	0.3%
29	2	0.3%
21	2	0.3%
18	2	0.3%
95	2	0.3%
13	2	0.3%
10	1	0.2%
113	1	0.2%
150	1	0.2%
Other values (30)	30	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	470	79.5%
6	7	1.2%
7	14	2.4%
8	8	1.4%
9	9	1.5%
10	1	0.2%
11	3	0.5%
12	1	0.2%
13	2	0.3%
14	4	0.7%

Value	Count	Frequency (%)
205	1	0.2%
196	1	0.2%
150	1	0.2%
122	1	0.2%
113	1	0.2%
104	1	0.2%
101	1	0.2%
95	2	0.3%
93	1	0.2%
91	1	0.2%

PctBlackOrHispanic
Real number (ℝ_≥0)

Distinct count	88
Unique (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	77.08629441624366
Minimum	7
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	7
5-th percentile	20.5
Q1	61
median	93
Q3	97
95-th percentile	98
Maximum	100
Range	93
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	26.88811088
Coefficient of variation (CV)	0.3488053367
Kurtosis	-0.09503780027
Mean	77.08629442
Median Absolute Deviation (MAD)	5
Skewness	-1.155014606
Sum	45558
Variance	722.9705068

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
98	70	11.8%
97	61	10.3%
96	50	8.5%
95	43	7.3%
94	30	5.1%
99	21	3.6%
93	18	3.0%
92	16	2.7%
91	15	2.5%
87	11	1.9%
90	10	1.7%
66	8	1.4%
27	7	1.2%
40	7	1.2%
89	6	1.0%
63	6	1.0%
83	6	1.0%
29	6	1.0%
78	6	1.0%
61	6	1.0%
13	6	1.0%
32	5	0.8%
28	5	0.8%
31	5	0.8%
79	5	0.8%
Other values (63)	162	27.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7	2	0.3%
10	2	0.3%
11	3	0.5%
12	2	0.3%
13	6	1.0%
14	3	0.5%
15	4	0.7%
16	1	0.2%
17	4	0.7%
19	1	0.2%

Value	Count	Frequency (%)
100	3	0.5%
99	21	3.6%
98	70	11.8%
97	61	10.3%
96	50	8.5%
95	43	7.3%
94	30	5.1%
93	18	3.0%
92	16	2.7%
91	15	2.5%

PctOffersByStudent
Real number (ℝ_≥0)

ZEROS

Distinct count	49
Unique (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.489001692047378
Minimum	0.0
Maximum	82.0
Zeros	470
Zeros (%)	79.5%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	34
Maximum	82
Range	82
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	13.45435967
Coefficient of variation (CV)	2.451148756
Kurtosis	9.702584568
Mean	5.489001692
Median Absolute Deviation (MAD)	0
Skewness	3.021727061
Sum	3244
Variance	181.0197941

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	470	79.5%
13	7	1.2%
19	7	1.2%
18	6	1.0%
12	6	1.0%
17	6	1.0%
8	5	0.8%
20	5	0.8%
11	5	0.8%
30	4	0.7%
38	4	0.7%
15	4	0.7%
31	3	0.5%
21	3	0.5%
27	3	0.5%
28	3	0.5%
33	3	0.5%
37	3	0.5%
10	3	0.5%
16	3	0.5%
58	2	0.3%
34	2	0.3%
6	2	0.3%
7	2	0.3%
57	2	0.3%
Other values (24)	28	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	470	79.5%
5	1	0.2%
6	2	0.3%
7	2	0.3%
8	5	0.8%
10	3	0.5%
11	5	0.8%
12	6	1.0%
13	7	1.2%
14	1	0.2%

Value	Count	Frequency (%)
82	1	0.2%
77	1	0.2%
72	1	0.2%
70	1	0.2%
69	1	0.2%
67	1	0.2%
66	2	0.3%
65	1	0.2%
60	1	0.2%
58	2	0.3%

TotalGrade8BlHisp
Real number (ℝ_≥0)

Distinct count	184
Unique (%)	31.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.19966159052453
Minimum	3.0
Maximum	659.0
Zeros	0
Zeros (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	3
5-th percentile	17.5
Q1	47
median	72
Q3	100
95-th percentile	195
Maximum	659
Range	656
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	67.16153611
Coefficient of variation (CV)	0.7882840712
Kurtosis	15.91543327
Mean	85.19966159
Median Absolute Deviation (MAD)	26
Skewness	3.098680176
Sum	50353
Variance	4510.671932

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
52	12	2.0%
79	11	1.9%
81	10	1.7%
51	10	1.7%
84	10	1.7%
63	9	1.5%
116	9	1.5%
30	9	1.5%
56	9	1.5%
53	9	1.5%
74	9	1.5%
43	9	1.5%
67	8	1.4%
86	8	1.4%
70	8	1.4%
82	8	1.4%
46	8	1.4%
76	8	1.4%
85	8	1.4%
75	7	1.2%
92	7	1.2%
28	7	1.2%
69	7	1.2%
61	7	1.2%
36	7	1.2%
Other values (159)	377	63.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	2	0.3%
4	1	0.2%
6	3	0.5%
8	2	0.3%
9	1	0.2%
10	3	0.5%
11	1	0.2%
12	1	0.2%
13	2	0.3%
14	4	0.7%

Value	Count	Frequency (%)
659	1	0.2%
523	1	0.2%
461	1	0.2%
429	1	0.2%
374	1	0.2%
354	1	0.2%
343	1	0.2%
340	1	0.2%
309	1	0.2%
292	2	0.3%

PerDidSHSAT
Real number (ℝ_≥0)

ZEROS

Distinct count	86
Unique (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	29.952622673434856
Minimum	0.0
Maximum	99.0
Zeros	55
Zeros (%)	9.3%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15
median	26
Q3	42
95-th percentile	72
Maximum	99
Range	99
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	21.3014153
Coefficient of variation (CV)	0.7111702884
Kurtosis	0.7441573344
Mean	29.95262267
Median Absolute Deviation (MAD)	13
Skewness	0.9273757303
Sum	17702
Variance	453.750294

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	55	9.3%
18	21	3.6%
17	19	3.2%
14	17	2.9%
19	15	2.5%
12	15	2.5%
26	15	2.5%
34	14	2.4%
16	14	2.4%
23	14	2.4%
30	13	2.2%
24	13	2.2%
13	12	2.0%
11	12	2.0%
38	12	2.0%
35	12	2.0%
31	12	2.0%
22	11	1.9%
9	11	1.9%
28	10	1.7%
32	10	1.7%
21	10	1.7%
33	10	1.7%
45	9	1.5%
25	9	1.5%
Other values (61)	226	38.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	55	9.3%
5	1	0.2%
6	1	0.2%
7	6	1.0%
8	7	1.2%
9	11	1.9%
10	9	1.5%
11	12	2.0%
12	15	2.5%
13	12	2.0%

Value	Count	Frequency (%)
99	2	0.3%
98	1	0.2%
96	1	0.2%
95	1	0.2%
94	2	0.3%
93	2	0.3%
90	4	0.7%
89	1	0.2%
88	2	0.3%
84	1	0.2%

AvgMark
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	159
Unique (%)	26.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.558087986463621
Minimum	0.0
Maximum	4.04
Zeros	6
Zeros (%)	1.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2.04
Q1	2.24
median	2.5
Q3	2.84
95-th percentile	3.435
Maximum	4.04
Range	4.04
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.4966769905
Coefficient of variation (CV)	0.1941594633
Kurtosis	6.162338983
Mean	2.558087986
Median Absolute Deviation (MAD)	0.29
Skewness	-0.7302153275
Sum	1511.83
Variance	0.2466880329

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.22	13	2.2%
2.26	13	2.2%
2.2	13	2.2%
2.24	12	2.0%
2.16	11	1.9%
2.28	10	1.7%
2.68	10	1.7%
2.42	10	1.7%
2.34	10	1.7%
2.33	10	1.7%
2.64	9	1.5%
2.86	9	1.5%
2.06	8	1.4%
2.82	8	1.4%
2.66	8	1.4%
2.5	8	1.4%
2.46	7	1.2%
2.08	7	1.2%
2.12	7	1.2%
2.17	7	1.2%
2.13	7	1.2%
2.71	7	1.2%
2.02	7	1.2%
2.48	7	1.2%
2.58	7	1.2%
Other values (134)	366	61.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	1.0%
1.9	1	0.2%
1.92	1	0.2%
1.95	1	0.2%
1.96	2	0.3%
1.98	3	0.5%
2	2	0.3%
2.01	2	0.3%
2.02	7	1.2%
2.03	1	0.2%

Value	Count	Frequency (%)
4.04	1	0.2%
4.01	1	0.2%
3.99	1	0.2%
3.93	1	0.2%
3.86	1	0.2%
3.8	1	0.2%
3.78	2	0.3%
3.76	2	0.3%
3.69	1	0.2%
3.64	1	0.2%

PctScore4ELA
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count	53
Unique (%)	9.3%
Missing	20
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%

Mean	9.933450087565674
Minimum	0.0
Maximum	71.0
Zeros	69
Zeros (%)	11.7%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	13
95-th percentile	34
Maximum	71
Range	71
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	12.92864839
Coefficient of variation (CV)	1.301526487
Kurtosis	7.106457478
Mean	9.933450088
Median Absolute Deviation (MAD)	4
Skewness	2.499412137
Sum	5672
Variance	167.1499493

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	69	11.7%
2	55	9.3%
3	47	8.0%
1	44	7.4%
4	43	7.3%
5	37	6.3%
6	33	5.6%
7	20	3.4%
9	17	2.9%
8	17	2.9%
10	15	2.5%
12	15	2.5%
11	14	2.4%
15	11	1.9%
14	11	1.9%
16	10	1.7%
13	9	1.5%
18	8	1.4%
19	8	1.4%
17	7	1.2%
25	6	1.0%
21	6	1.0%
31	6	1.0%
20	5	0.8%
22	4	0.7%
Other values (28)	54	9.1%
(Missing)	20	3.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	69	11.7%
1	44	7.4%
2	55	9.3%
3	47	8.0%
4	43	7.3%
5	37	6.3%
6	33	5.6%
7	20	3.4%
8	17	2.9%
9	17	2.9%

Value	Count	Frequency (%)
71	1	0.2%
70	2	0.3%
69	2	0.3%
68	1	0.2%
66	2	0.3%
64	1	0.2%
60	1	0.2%
57	2	0.3%
56	2	0.3%
54	1	0.2%

PctScore4Math
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count	67
Unique (%)	11.8%
Missing	21
Missing (%)	3.6%
Infinite	0
Infinite (%)	0.0%

Mean	11.905263157894737
Minimum	0.0
Maximum	94.0
Zeros	118
Zeros (%)	20.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	16
95-th percentile	47.55
Maximum	94
Range	94
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	16.14808907
Coefficient of variation (CV)	1.356382371
Kurtosis	4.895140252
Mean	11.90526316
Median Absolute Deviation (MAD)	5
Skewness	2.135389246
Sum	6786
Variance	260.7607807

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	118	20.0%
1	47	8.0%
4	38	6.4%
2	32	5.4%
3	31	5.2%
5	26	4.4%
12	19	3.2%
8	18	3.0%
6	17	2.9%
11	15	2.5%
7	13	2.2%
9	12	2.0%
10	11	1.9%
14	10	1.7%
17	10	1.7%
13	9	1.5%
20	8	1.4%
18	8	1.4%
26	7	1.2%
15	7	1.2%
21	6	1.0%
24	6	1.0%
16	6	1.0%
37	6	1.0%
25	5	0.8%
Other values (42)	85	14.4%
(Missing)	21	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	118	20.0%
1	47	8.0%
2	32	5.4%
3	31	5.2%
4	38	6.4%
5	26	4.4%
6	17	2.9%
7	13	2.2%
8	18	3.0%
9	12	2.0%

Value	Count	Frequency (%)
94	1	0.2%
83	1	0.2%
82	1	0.2%
75	2	0.3%
74	2	0.3%
71	1	0.2%
70	2	0.3%
69	1	0.2%
68	2	0.3%
64	1	0.2%

AvgScore4
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	122
Unique (%)	20.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.238578680203045
Minimum	0.0
Maximum	270.5
Zeros	64
Zeros (%)	10.8%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4.5
Q3	14.5
95-th percentile	82.25
Maximum	270.5
Range	270.5
Interquartile range (IQR)	13.5

Descriptive statistics

Standard deviation	33.15234124
Coefficient of variation (CV)	2.041579001
Kurtosis	18.60007923
Mean	16.23857868
Median Absolute Deviation (MAD)	4
Skewness	3.891077086
Sum	9597
Variance	1099.07773

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	64	10.8%
0.5	54	9.1%
1	44	7.4%
1.5	38	6.4%
2	29	4.9%
5.5	18	3.0%
3	17	2.9%
3.5	16	2.7%
4	16	2.7%
2.5	16	2.7%
5	16	2.7%
4.5	15	2.5%
7.5	12	2.0%
6.5	11	1.9%
7	8	1.4%
9.5	8	1.4%
15.5	7	1.2%
8.5	7	1.2%
8	7	1.2%
6	6	1.0%
9	6	1.0%
10	5	0.8%
13	5	0.8%
11.5	5	0.8%
16.5	5	0.8%
Other values (97)	156	26.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	64	10.8%
0.5	54	9.1%
1	44	7.4%
1.5	38	6.4%
2	29	4.9%
2.5	16	2.7%
3	17	2.9%
3.5	16	2.7%
4	16	2.7%
4.5	15	2.5%

Value	Count	Frequency (%)
270.5	1	0.2%
265	1	0.2%
210	1	0.2%
190	1	0.2%
187	1	0.2%
178	1	0.2%
158	1	0.2%
156	1	0.2%
152.5	1	0.2%
144	1	0.2%

PctScore4
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count	59
Unique (%)	10.4%
Missing	21
Missing (%)	3.6%
Infinite	0
Infinite (%)	0.0%

Mean	10.89298245614035
Minimum	0.0
Maximum	82.0
Zeros	68
Zeros (%)	11.5%
Memory size	29.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	14
95-th percentile	40
Maximum	82
Range	82
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	14.0271186
Coefficient of variation (CV)	1.287720664
Kurtosis	5.874685871
Mean	10.89298246
Median Absolute Deviation (MAD)	5
Skewness	2.294912064
Sum	6209
Variance	196.7600561

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	82	13.9%
0	68	11.5%
4	50	8.5%
1	36	6.1%
6	35	5.9%
8	32	5.4%
3	27	4.6%
10	25	4.2%
12	22	3.7%
14	17	2.9%
18	12	2.0%
16	12	2.0%
5	12	2.0%
7	11	1.9%
23	8	1.4%
22	8	1.4%
20	8	1.4%
13	7	1.2%
11	7	1.2%
30	6	1.0%
9	6	1.0%
32	6	1.0%
26	5	0.8%
34	4	0.7%
17	4	0.7%
Other values (34)	60	10.2%
(Missing)	21	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	68	11.5%
1	36	6.1%
2	82	13.9%
3	27	4.6%
4	50	8.5%
5	12	2.0%
6	35	5.9%
7	11	1.9%
8	32	5.4%
9	6	1.0%

Value	Count	Frequency (%)
82	1	0.2%
76	1	0.2%
72	1	0.2%
71	1	0.2%
70	2	0.3%
68	1	0.2%
65	1	0.2%
62	2	0.3%
61	2	0.3%
60	2	0.3%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	feeder_school_dbn	feeder_school_name	count_of_students_in_hs_admissions	count_of_testers	count_of_offers	Location Code	District	Latitude	Longitude	Percent ELL	Percent Asian	Percent Black	Percent Hispanic	Percent Black / Hispanic	Percent White	Average ELA Proficiency	Average Math Proficiency	Grade 7 ELA - All Students Tested	Grade 7 ELA 4s - All Students	Grade 7 Math - All Students Tested	Grade 7 Math 4s - All Students	NumTestTakers	NumSpecializedOffers	PctBlackOrHispanic	PctOffersByStudent	TotalGrade8BlHisp	PerDidSHSAT	AvgMark	PctScore4ELA	PctScore4Math	AvgScore4	PctScore4
0	01M034	P.S. 034 FRANKLIN D. ROOSEVELT	58.0	6	0-5	01M034	1	40.726147	-73.975043	7%	5%	29%	63%	92%	4%	2.48	2.47	55	4	55	3	6.0	0.0	92	0.0	53.0	10.0	2.48	7.0	5.0	3.5	6.0
1	01M140	P.S. 140 NATHAN STRAUS	67.0	6	0-5	01M140	1	40.719128	-73.983283	14%	5%	13%	78%	90%	3%	2.21	2.27	47	2	46	1	6.0	0.0	90	0.0	60.0	9.0	2.24	4.0	2.0	1.5	3.0
2	01M184	P.S. 184M SHUANG WEN	88.0	67	23	01M184	1	40.711437	-73.985486	17%	71%	4%	12%	15%	9%	3.24	3.63	72	22	72	36	67.0	23.0	15	34.0	13.0	76.0	3.44	31.0	50.0	29.0	40.0
3	01M188	P.S. 188 THE ISLAND SCHOOL	59.0	0-5	0-5	01M188	1	40.719870	-73.977376	16%	2%	30%	64%	93%	4%	2.17	2.32	54	0	54	1	0.0	0.0	93	0.0	55.0	0.0	2.24	0.0	2.0	0.5	1.0
4	01M301	TECHNOLOGY, ARTS, AND SCIENCES STUDIO	51.0	11	0-5	01M301	1	40.729892	-73.984231	6%	8%	29%	55%	84%	4%	2.29	2.00	48	1	46	0	11.0	0.0	84	0.0	43.0	22.0	2.14	2.0	0.0	0.5	1.0
5	01M332	UNIVERSITY NEIGHBORHOOD MIDDLE SCHOOL	68.0	13	0-5	01M332	1	40.713343	-73.986069	15%	5%	27%	63%	90%	4%	2.26	2.20	27	2	28	0	13.0	0.0	90	0.0	61.0	19.0	2.23	7.0	0.0	1.0	4.0
6	01M378	SCHOOL FOR GLOBAL LEADERS	96.0	19	0-5	01M378	1	40.720185	-73.985957	8%	15%	22%	58%	81%	2%	2.34	2.48	69	2	69	8	19.0	0.0	81	0.0	78.0	20.0	2.41	3.0	12.0	5.0	8.0
7	01M450	EAST SIDE COMMUNITY SCHOOL	94.0	16	0-5	01M450	1	40.729153	-73.982474	1%	11%	21%	53%	74%	12%	2.82	2.90	80	7	78	9	16.0	0.0	74	0.0	70.0	17.0	2.86	9.0	12.0	8.0	10.0
8	01M539	NEW EXPLORATIONS INTO SCIENCE, TECHNOLOGY AND MATH SCHOOL	136.0	126	91	01M539	1	40.719500	-73.979239	0%	33%	9%	11%	20%	42%	3.83	4.03	112	74	105	74	126.0	91.0	20	72.0	27.0	93.0	3.93	66.0	70.0	74.0	68.0
9	01M839	TOMPKINS SQUARE MIDDLE SCHOOL	126.0	66	14	01M839	1	40.723747	-73.981602	3%	23%	16%	37%	53%	20%	2.92	3.01	93	22	93	10	66.0	14.0	53	21.0	67.0	52.0	2.96	24.0	11.0	16.0	18.0

Last rows

	feeder_school_dbn	feeder_school_name	count_of_students_in_hs_admissions	count_of_testers	count_of_offers	Location Code	District	Latitude	Longitude	Percent ELL	Percent Asian	Percent Black	Percent Hispanic	Percent Black / Hispanic	Percent White	Average ELA Proficiency	Average Math Proficiency	Grade 7 ELA - All Students Tested	Grade 7 ELA 4s - All Students	Grade 7 Math - All Students Tested	Grade 7 Math 4s - All Students	NumTestTakers	NumSpecializedOffers	PctBlackOrHispanic	PctOffersByStudent	TotalGrade8BlHisp	PerDidSHSAT	AvgMark	PctScore4ELA	PctScore4Math	AvgScore4	PctScore4
581	84X491	ACADEMIC LEADERSHIP CHARTER SCHOOL	83.0	32	0-5	84X491	7	40.807731	-73.912768	10%	0%	46%	52%	98%	1%	2.83	3.11	48	10	49	21	32.0	0.0	98	0.0	81.0	39.0	2.97	21.0	43.0	15.5	32.0
582	84X492	SOUTH BRONX EARLY COLLEGE ACADEMY CHARTER SCHOOL	115.0	11	0-5	84X492	7	40.808913	-73.921746	14%	0%	34%	63%	97%	1%	0.00	0.00	0	0	0	0	11.0	0.0	97	0.0	112.0	10.0	0.00	NaN	NaN	0.0	NaN
583	84X493	SUCCESS ACADEMY CHARTER SCHOOL - BRONX 1	47.0	30	0-5	84X493	7	40.813660	-73.925999	6%	1%	56%	40%	96%	1%	3.23	3.97	0	0	0	0	30.0	0.0	96	0.0	45.0	64.0	3.60	NaN	NaN	0.0	NaN
584	84X494	SUCCESS ACADEMY CHARTER SCHOOL - BRONX 2	65.0	36	6	84X494	9	40.835973	-73.904838	7%	1%	63%	34%	98%	1%	3.16	3.91	0	0	0	0	36.0	6.0	98	17.0	64.0	55.0	3.54	NaN	NaN	0.0	NaN
585	84X496	ICAHN CHARTER SCHOOL 4	33.0	29	0-5	84X496	11	40.856635	-73.843042	0%	2%	61%	33%	95%	1%	3.00	3.52	27	15	27	10	29.0	0.0	95	0.0	31.0	88.0	3.26	56.0	37.0	12.5	46.0
586	84X538	ICAHN CHARTER SCHOOL 5	27.0	20	0-5	84X538	11	40.856635	-73.843042	1%	4%	56%	31%	87%	8%	3.03	3.18	0	0	0	0	20.0	0.0	87	0.0	23.0	74.0	3.10	NaN	NaN	0.0	NaN
587	84X703	BRONX PREPARATORY CHARTER SCHOOL	114.0	22	0-5	84X703	9	40.839046	-73.900190	7%	1%	50%	48%	98%	1%	2.39	2.50	146	9	144	13	22.0	0.0	98	0.0	112.0	19.0	2.45	6.0	9.0	11.0	8.0
588	84X704	KIPP ACADEMY CHARTER SCHOOL	77.0	23	0-5	84X704	7	40.816194	-73.926169	8%	0%	40%	58%	98%	1%	2.42	2.87	72	3	72	7	23.0	0.0	98	0.0	75.0	30.0	2.64	4.0	10.0	5.0	7.0
589	84X706	HARRIET TUBMAN CHARTER SCHOOL	69.0	24	0-5	84X706	9	40.832272	-73.905817	11%	0%	68%	31%	98%	1%	2.50	2.85	64	2	64	7	24.0	0.0	98	0.0	68.0	35.0	2.68	3.0	11.0	4.5	7.0
590	84X717	ICAHN CHARTER SCHOOL	29.0	24	0-5	84X717	9	40.839176	-73.904982	2%	0%	54%	45%	99%	1%	2.77	3.09	34	2	34	6	24.0	0.0	99	0.0	29.0	83.0	2.93	6.0	18.0	4.0	12.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Other Punctuation characters

Most frequent Space Separator characters

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most frequent Open Punctuation characters

Most frequent Close Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters